Yeah! It was just an issue because of the JAVA environment. I figured out that the JDK version was not in sync, so it was not able to find the relevant class file.
I just uninstalled the HANA Studio, updated the JDK version in my system to the one used by the HANA Studio version. Now it worked for me.
Thanks !